Generators become expected change15 min read
Dynkin's Formula for Stochastic Processes Explained
Learn how Dynkin's formula connects Markov generators, expected change, stopping times, martingales, pricing equations, and moment calculations
Read guide →Two normal-based expansions that are often confused15 min read
Edgeworth vs Gram–Charlier Expansions Explained
Compare how Edgeworth and Gram–Charlier expansions use cumulants, why their ordering differs, and what can go wrong in option pricing and tail estimation
Read guide →Read the size and direction of risk in covariance18 min read
Eigenvalues, Eigenvectors, and Financial Risk Factors
Understand eigenvalues, eigenvectors, covariance eigendecomposition, risk concentration, effective dimension, and instability from sampling error.
Read guide →Identification when a regressor is entangled with the error17 min read
Endogeneity and Instrumental Variables
Understand endogeneity from omitted variables, simultaneity, and measurement error; IV relevance and exclusion; 2SLS, LATE, weak instruments, and financial identification.
Read guide →Exponential measure tilting14 min read
Esscher Transform in Option Pricing Explained
Understand exponential tilting, cumulant shifts, Lévy measure changes, martingale parameter selection, incomplete markets, and existence checks
Read guide →Choose how to exit a long call14 minute read
Exercise call option vs sell: time value and stock
Compare exercising a call with selling it by intrinsic value, remaining time value, stock funding, dividends, liquidity, taxes, and expiration handling.
Read guide →Choose how to exit a long put14 minute read
Exercise put option vs sell: time value and shares
Compare exercising a put with selling it by intrinsic and time value, owned shares, short-stock risk, liquidity, costs, taxes, and expiration rules.
Read guide →Learning from the observations that almost never occur15 min read
Extreme Value Theory and the Tail Index
Understand extreme value limits, GEV tail classes, the tail index, threshold estimation, clustering, and how EVT extrapolates VaR and Expected Shortfall beyond observed losses
Read guide →Separate common return drivers from asset-specific risk19 min read
Factor Models and Factor Loadings Explained
Understand common and idiosyncratic returns, observed and latent factors, factor loadings, factor returns, risk premia, estimation, and attribution.
Read guide →Can square-root variance reach zero15 min read
Feller Condition in CIR and Heston Models Explained
Understand the Feller condition, zero-boundary behavior, nonnegativity versus strict positivity, and numerical consequences for CIR and Heston models
Read guide →PDE and expectation bridge14 min read
Feynman–Kac Formula for Option Pricing Explained
Learn how Feynman–Kac links linear pricing PDEs with discounted conditional expectations, including generators, cash flows, numerics, and limits
Read guide →Numerical PDEs12 min read
Finite Difference Methods for Option Pricing Explained
Learn how finite differences solve an option pricing PDE on a grid, how explicit, implicit, and Crank–Nicolson schemes differ, and where numerical error enters
Read guide →Separate differences across firms from changes within firms17 min read
Fixed Effects vs Random Effects in Panel Data
Understand within estimation, time-invariant factors, the random-effects orthogonality assumption, the Mundlak approach, Hausman tests, and financial panel applications.
Read guide →A fast transform still needs an error budget15 min read
Fourier Option Pricing Error Control Explained
Understand truncation, quadrature, aliasing, interpolation, damping, and complex-arithmetic errors in Fourier option pricing and how to diagnose them
Read guide →No-arbitrage theory12 min read
Fundamental Theorem of Asset Pricing Explained
Learn how no arbitrage, equivalent martingale measures, and market completeness fit together in the fundamental theorem of asset pricing
Read guide →Trade curvature while controlling direction14 min read
Gamma Scalping Options Explained
Learn how gamma scalping rebalances a delta hedge, where gamma and theta P&L come from, and why volatility, gaps, spreads, and trading costs matter.
Read guide →Measure transformation12 min read
Girsanov Theorem in Option Pricing Explained
Learn how Girsanov's theorem changes Brownian drift between probability measures, why volatility stays fixed, and how risk-neutral dynamics arise
Read guide →Continuous decisions become an equation15 min read
Hamilton–Jacobi–Bellman Equation in Finance Explained
Understand how dynamic programming produces the HJB equation for stochastic control, portfolio choice, verification, constraints, and numerical policy design
Read guide →The same coefficient can have different uncertainty16 min read
Heteroskedasticity, Autocorrelation, and Robust Standard Errors
Learn why classical standard errors fail, what White, clustered, and Newey–West HAC estimators permit, how to select them, and where robust inference stops in financial data.
Read guide →Reconcile the broker form with the option lifecycle18 minute read
How are options reported on Form 1099-B?
Learn how option sales, buy-to-close trades, expirations, exercise and Section 1256 contracts can appear on Form 1099-B and when Form 8949 needs adjustment.
Read guide →Classify the contract and closing event first18 minute read
How are options taxed?
Learn how U.S. federal taxes can differ when an option is sold, expires, is exercised or assigned, and why Section 1256 and straddle rules matter.
Read guide →Verify the contract before applying 60/4018 minute read
How are Section 1256 options taxed?
Learn which options may qualify for Section 1256, how year-end mark-to-market and 60/40 treatment work, and why index or cash settlement is not enough.
Read guide →Attach premium to the resulting stock transaction17 minute read
How do option exercise and assignment affect cost basis?
See how call exercise, put assignment, put exercise and covered-call assignment change stock basis or sale proceeds under general U.S. federal tax rules.
Read guide →Match permission to strategy and capacity15 minute read
How do you get approved for options trading?
Learn how option-account approval works, what brokers review, why trading levels differ, and how to respond truthfully to a denial or request a later upgrade.
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